{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2021:MIB2HSTYDVCVWHH32PZGM4ZNTM","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"3d852a91cca8034ad082d7f71403445a7a2a237d010661383336d0cd3e813adf","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2021-05-28T14:39:26Z","title_canon_sha256":"c678c1cf9993825693d2eaf92c681769705208d7803d7ef06669451c7c5680b7"},"schema_version":"1.0","source":{"id":"2105.13878","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2105.13878","created_at":"2026-07-05T02:49:01Z"},{"alias_kind":"arxiv_version","alias_value":"2105.13878v2","created_at":"2026-07-05T02:49:01Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2105.13878","created_at":"2026-07-05T02:49:01Z"},{"alias_kind":"pith_short_12","alias_value":"MIB2HSTYDVCV","created_at":"2026-07-05T02:49:01Z"},{"alias_kind":"pith_short_16","alias_value":"MIB2HSTYDVCVWHH3","created_at":"2026-07-05T02:49:01Z"},{"alias_kind":"pith_short_8","alias_value":"MIB2HSTY","created_at":"2026-07-05T02:49:01Z"}],"graph_snapshots":[{"event_id":"sha256:7ab6ebf048778606fc35a5d9dd36fedbfac9d7858c60fd4c0f8bb3e21503645a","target":"graph","created_at":"2026-07-05T02:49:01Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2105.13878/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Both performance and efficiency are crucial factors for sequence labeling tasks in many real-world scenarios. Although the pre-trained models (PTMs) have significantly improved the performance of various sequence labeling tasks, their computational cost is expensive. To alleviate this problem, we extend the recent successful early-exit mechanism to accelerate the inference of PTMs for sequence labeling tasks. However, existing early-exit mechanisms are specifically designed for sequence-level tasks, rather than sequence labeling. In this paper, we first propose a simple extension of sentence-l","authors_text":"Hang Yan, Tianxiang Sun, Xiaonan Li, Xipeng Qiu, Xuanjing Huang, Yunfan Shao","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2021-05-28T14:39:26Z","title":"Accelerating BERT Inference for Sequence Labeling via Early-Exit"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2105.13878","kind":"arxiv","version":2},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:129a32a6a50d780c41a81999986c13cde4493a29eff87c224594bbff3a3df7d9","target":"record","created_at":"2026-07-05T02:49:01Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"3d852a91cca8034ad082d7f71403445a7a2a237d010661383336d0cd3e813adf","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2021-05-28T14:39:26Z","title_canon_sha256":"c678c1cf9993825693d2eaf92c681769705208d7803d7ef06669451c7c5680b7"},"schema_version":"1.0","source":{"id":"2105.13878","kind":"arxiv","version":2}},"canonical_sha256":"6203a3ca781d455b1cfbd3f266732d9b24dde834c494592fde77f7ed1ef4e8a6","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"6203a3ca781d455b1cfbd3f266732d9b24dde834c494592fde77f7ed1ef4e8a6","first_computed_at":"2026-07-05T02:49:01.359014Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T02:49:01.359014Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"LtDG7pjysSRsxebVGm7zIY4u2t05peE/ANyL+b6LLWPxJL6x0TVMYoCOzg8ZL3gdQqsjFzJtvCPNahPoHP6xBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T02:49:01.359501Z","signed_message":"canonical_sha256_bytes"},"source_id":"2105.13878","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:129a32a6a50d780c41a81999986c13cde4493a29eff87c224594bbff3a3df7d9","sha256:7ab6ebf048778606fc35a5d9dd36fedbfac9d7858c60fd4c0f8bb3e21503645a"],"state_sha256":"625a7b20bb060877961847c473f1b31f543dde424d1688dee6c1a7b5f3ef8673"}